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Oudejans C, Manders V, Visser A, Keijser R, Min N, Poutsma A, Mulders J, van den Berkmortel T, Wigman DJ, Blanken B, Jongejan A, Pajkrt E, de Boer M, Sistermans EA, Sie D, Best MG, Würdinger T, Afink G. Circular RNA Sequencing of Maternal Platelets: A Novel Tool for the Identification of Pregnancy-Specific Biomarkers. Clin Chem 2021; 67:508-517. [PMID: 33257975 DOI: 10.1093/clinchem/hvaa249] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2020] [Accepted: 09/29/2020] [Indexed: 12/12/2022]
Abstract
BACKGROUND In the first trimester of pregnancy, the maternal platelet is directly involved in a positive feedback mechanism that facilitates invasion of the extravillous trophoblast into the maternal spiral arteries. Dysfunctional trophoblast invasion with defective deep placentation is primordial in the etiology of the "great obstetrical syndromes." METHODS In this proof-of-concept study, using transcriptome analysis of circular RNA (circRNA) following RNA sequencing of maternal platelets, we tested whether pregnancy-specific circRNA markers could be identified in the first trimester of normal pregnancies. Differential transcript expression analysis of circRNAs, as predicted by Accurate CircRNA Finder Suite, CircRNA Identifier (version 2), and Known and Novel Isoform Explorer, was done using thromboSeq.R with variation of multiple settings. Test performance was checked for (a) de novo circRNA identification using the novel platelet-specific Plt-circR4 as a positive control, (b) complete segregation of groups (pregnant vs nonpregnant) after heat map-dendrogram clustering, (c) identification of pregnancy-specific circRNA markers at a false discovery rate (FDR) <0.05, and (d) confirmation of differentially expressed circRNA markers with an FDR <0.05 by an independent method, reverse transcription-quantitative PCR. RESULTS Of the differentially expressed circRNAs with P values <0.05, 41 circRNAs were upregulated (logFC >2), and 52 circRNAs were downregulated (logFC less than -2) in first-trimester platelet RNA. Of these, nuclear receptor-interacting protein 1 circRNA covering exons 2 and 3 of the 5'-untranslated region was pregnancy specific with upregulation in first-trimester maternal platelets compared to nonpregnant controls. CONCLUSION CircRNA sequencing of first-trimester maternal platelets permits the identification of novel pregnancy-specific RNA biomarkers. Future use could include the assessment of maternal and fetal well-being.
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Affiliation(s)
- Cees Oudejans
- Department of Clinical Chemistry, Amsterdam UMC, VU University Medical Center, Amsterdam, the Netherlands
| | - Vera Manders
- Department of Clinical Chemistry, Amsterdam UMC, VU University Medical Center, Amsterdam, the Netherlands.,Reproductive Biology Laboratory, Amsterdam UMC, Academic Medical Center, Amsterdam, the Netherlands
| | - Allerdien Visser
- Department of Clinical Chemistry, Amsterdam UMC, VU University Medical Center, Amsterdam, the Netherlands
| | - Remco Keijser
- Reproductive Biology Laboratory, Amsterdam UMC, Academic Medical Center, Amsterdam, the Netherlands
| | - Naomi Min
- Department of Clinical Chemistry, Amsterdam UMC, VU University Medical Center, Amsterdam, the Netherlands.,Reproductive Biology Laboratory, Amsterdam UMC, Academic Medical Center, Amsterdam, the Netherlands
| | - Ankie Poutsma
- Department of Clinical Chemistry, Amsterdam UMC, VU University Medical Center, Amsterdam, the Netherlands
| | - Joyce Mulders
- Department of Clinical Chemistry, Amsterdam UMC, VU University Medical Center, Amsterdam, the Netherlands
| | - Tarah van den Berkmortel
- Department of Clinical Chemistry, Amsterdam UMC, VU University Medical Center, Amsterdam, the Netherlands
| | - Di-Jan Wigman
- Department of Clinical Chemistry, Amsterdam UMC, VU University Medical Center, Amsterdam, the Netherlands
| | - Britt Blanken
- Department of Clinical Chemistry, Amsterdam UMC, VU University Medical Center, Amsterdam, the Netherlands
| | - Aldo Jongejan
- Department of Clinical Epidemiology, Biostatistics, and Bioinformatics, Amsterdam UMC, Academic Medical Center, the Netherlands
| | - Eva Pajkrt
- Department of Obstetrics/Gynecology, Amsterdam UMC, Academic Medical Center, Amsterdam, the Netherlands
| | - Marjon de Boer
- Department of Obstetrics/Gynecology, Amsterdam UMC, VU University Medical Center, Amsterdam, the Netherlands
| | - Erik A Sistermans
- Department of Clinical Genetics, Amsterdam UMC, VU University Medical Center, Amsterdam, the Netherlands
| | - Daoud Sie
- Department of Clinical Genetics, Amsterdam UMC, VU University Medical Center, Amsterdam, the Netherlands
| | - Myron G Best
- Department of Neurosurgery, Amsterdam UMC, VU University Medical Center, Amsterdam, the Netherlands.,Department of Pathology, Amsterdam UMC, VU University Medical Center, Amsterdam, the Netherlands.,Brain Tumor Center Amsterdam, Amsterdam UMC, VU University Medical Center, Amsterdam, the Netherlands
| | - Tom Würdinger
- Department of Neurosurgery, Amsterdam UMC, VU University Medical Center, Amsterdam, the Netherlands.,Brain Tumor Center Amsterdam, Amsterdam UMC, VU University Medical Center, Amsterdam, the Netherlands
| | - Gijs Afink
- Reproductive Biology Laboratory, Amsterdam UMC, Academic Medical Center, Amsterdam, the Netherlands
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The bivariate NRIP1/ZEB2 RNA marker permits non-invasive presymptomatic screening of pre-eclampsia. Sci Rep 2020; 10:21857. [PMID: 33318568 PMCID: PMC7736279 DOI: 10.1038/s41598-020-79008-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2020] [Accepted: 12/02/2020] [Indexed: 12/15/2022] Open
Abstract
Using genome-wide transcriptome analysis by RNA sequencing of first trimester plasma RNA, we tested whether the identification of pregnancies at risk of developing pre-eclampsia with or without preterm birth or growth restriction is possible between weeks 9–14, prior to the appearance of clinical symptoms. We implemented a metaheuristic approach in the self-learning SVM algorithm for differential gene expression analysis of normal pregnancies (n = 108), affected pregnancies (n = 34) and non-pregnant controls (n = 19). Presymptomatic candidate markers for affected pregnancies were validated by RT-qPCR in first trimester samples (n = 34) from an independent cohort. PRKG1 was significantly downregulated in a subset of pregnancies with birth weights below the 10thpercentile as shared symptom. The NRIP1/ZEB2 ratio was found to be upregulated in pregnancies with pre-eclampsia or trisomy 21. Complementary quantitative analysis of both the linear and circular forms of NRIP1 permitted discrimination between pre-eclampsia and trisomy 21. Pre-eclamptic pregnancies showed an increase in linear NRIP1 compared to circular NRIP1, while trisomy 21 pregnancies did not.
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